- MobileNetV1 implemenation via Pytorch.
- Training with ImageNet1K dataset from scratch.
- Evaluate inference result.
- Measure inference speed and compare to other models (VGG16, GoogleNet)
![](https://private-user-images.githubusercontent.com/77262389/265506459-037951e0-6461-4a9f-ae4d-dfb640217656.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.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.OAT363EDaWRH0EOzoofD04MkwRiOvHtq9Fnx4xxUwoo)
![](https://private-user-images.githubusercontent.com/77262389/265507326-93e07e05-2846-425b-a10a-500390ebd522.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.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.Yr8izrZuEBzFLjLe2GWy2UzJYq8SIA7D2flyH99ZR2M)
- Measure inference time and compare to other models
- MobileNet is faster for 2x times than GoogleNet and 6x times than VGG16
- Refer to
infer_speed.py
for measurement code
![](https://private-user-images.githubusercontent.com/77262389/265507608-df5abf1a-f52e-43aa-894c-2f0b1841b303.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.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.6hM6_R4SWwCWOmRXXN5OvcJdCa6NmlKj02lcr9_-RHQ)